15+ years of experience designing and delivering large-scale, Distributed Systems for AI, ML, and HPC workloads, with a strong hands-on engineering focus. Deep expertise in Kubernetes and cloud-native architectures across AWS, Azure, and OCI, building highly scalable, resilient, and fault-tolerant platforms.